{"id":15,"date":"2019-05-05T00:49:37","date_gmt":"2019-05-05T00:49:37","guid":{"rendered":"https:\/\/aunhumano.com\/?p=15"},"modified":"2024-09-02T01:06:41","modified_gmt":"2024-09-02T01:06:41","slug":"traditional_vs_ai_software_projects_dealing_with_uncertainty","status":"publish","type":"post","link":"https:\/\/aunhumano.com\/index.php\/2019\/05\/05\/traditional_vs_ai_software_projects_dealing_with_uncertainty\/","title":{"rendered":"Traditional vs. AI software projects: dealing with uncertainty"},"content":{"rendered":"\n<p><em>Published on:<\/em> 2019-05-24 13:26:59<\/p>\n\n\n\n<p>You have to be prepared to deal with a lot of uncertainty if you want to work on Artificial Intelligence projects. <\/p>\n\n\n\n<p>You can estimate and plan a traditional software project, but most importantly, you know that sooner or later, with more or less difficulty, you will end up getting the project built. It&#8217;s a deterministic process.<\/p>\n\n\n\n<p>In most of the Artificial Intelligence projects you really don&#8217;t know if your idea of a project will be successful until you start evaluating the model and using the algorithms to make decisions. You really don&#8217;t know how many labeled items you need in order to get to the percentage of accuracy you want and maybe you don&#8217;t even know how much accuracy do you need to get a useful model.<\/p>\n\n\n\n<p>The approach should be more similar to a research project, splitting the project into measurable small steps and defining a success criteria for each step, in order to stop the development of the project if you can&#8217;t meet the goals you established in the first place. And always have a plan B ready to deploy if you don&#8217;t get the desired results.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>Published on: 2019-05-24 13:26:59 You have to be prepared to deal with a lot of uncertainty if you want to work on Artificial Intelligence projects. You can estimate and plan a traditional software project, but most importantly, you know that sooner or later, with more or less difficulty, you will end up getting the project [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_import_markdown_pro_load_document_selector":20,"_import_markdown_pro_submit_text_textarea":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-15","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/posts\/15","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/comments?post=15"}],"version-history":[{"count":2,"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/posts\/15\/revisions"}],"predecessor-version":[{"id":21,"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/posts\/15\/revisions\/21"}],"wp:attachment":[{"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/media?parent=15"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/categories?post=15"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aunhumano.com\/index.php\/wp-json\/wp\/v2\/tags?post=15"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}